Free NVIDIA NCA-GENL Exam Dumps Questions & Answers

Which technique is used in prompt engineering to guide LLMs in generating more accurate and contextually appropriate responses?

• A.  Increasing the model's parameter count.
• B.  Leveraging the system message.
• C.  Training the model with additional data.
• D.  Choosing another model architecture.

In the context of a natural language processing (NLP) application, which approach is most effective for implementing zero-shot learning to classify text data into categories that were not seen during training?

• A.  Use a large, labeled dataset for each possible category.
• B.  Train the new model from scratch for each new category encountered.
• C.  Use a pre-trained language model with semantic embeddings.
• D.  Use rule-based systems to manually define the characteristics of each category.

In the context of developing an AI application using NVIDIA's NGC containers, how does the use of containerized environments enhance the reproducibility of LLM training and deployment workflows?

• A.  Containers encapsulate dependencies and configurations, ensuring consistent execution across systems.
• B.  Containers automatically optimize the model's hyperparameters for better performance.
• C.  Containers enable direct access to GPU hardware without driver installation.
• D.  Containers reduce the model's memory footprint by compressing the neural network.

What is the purpose of the NVIDIA NeMo Toolkit?

• A.  NeMo helps researchers to develop models that trade-off size with minimum loss impact.
• B.  NeMo facilitates the creation of models for speech recognition and natural language understanding.
• C.  NeMo focuses on the morphology of a language by studying its words, and how they are formed.
• D.  NeMo helps researchers develop state-of-the-art models for computer vision based on convolutions.

Which of the following is an activation function used in neural networks?

• A.  Diffusion function
• B.  Mean Squared Error function
• C.  K-means clustering function
• D.  Sigmoid function